{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "14ce8a53-5cd0-402c-8864-82bce181583f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import sys\n",
    "import pickle\n",
    "import json\n",
    "import time\n",
    "from collections import defaultdict\n",
    "from pytz import timezone\n",
    "from datetime import datetime\n",
    "from sys import getsizeof as getsize\n",
    "import networkx as nx\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from common_util import *\n",
    "from sn_util import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33fac45f-8a39-493f-b75f-1c114d400fe9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_graph(trace_dataset, endpoint_node_map, endpoint, dim=0, normal=True):\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    node_num = len(node_map)\n",
    "    y_list = []\n",
    "    for i in range(node_num):\n",
    "        y_list.append([])\n",
    "    \n",
    "    for trace, mt in trace_dataset:\n",
    "        if mt['endpoint'] != endpoint:\n",
    "            continue\n",
    "        for i in range(node_num):\n",
    "            val = trace[i][dim]/1000.0\n",
    "            \n",
    "            # TODO\n",
    "            if normal and len(y_list[i]) > 0 and val > 1.5 * y_list[i][-1]:\n",
    "                val = y_list[i][-1] * 1.02\n",
    "            # TODO\n",
    "            \n",
    "            y_list[i].append(val)\n",
    "    \n",
    "    x = range(len(y_list[0]))\n",
    "    \n",
    "    # TODO\n",
    "    # x = range(800)\n",
    "    # y_list[5][580] = 2.3\n",
    "    # TODO\n",
    "    \n",
    "    plt.figure(figsize=(20,8),dpi=80)\n",
    "    plt.xlabel('Time')\n",
    "    plt.ylabel('Duration')\n",
    "    plt.title(endpoint.split('8080')[1])\n",
    "    for i in range(node_num):\n",
    "        # TODO\n",
    "        if 'nginx-web-server' in node_map[i]:\n",
    "            continue\n",
    "        # TODO\n",
    "        \n",
    "        plt.plot(x, y_list[i][:len(x)], label=node_map[i])\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    \n",
    "def plot_endpoint(dataset, endpoint_node_map, endpoint, target_idx_list=None, normal=True):\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    feat = dataset[endpoint].copy()\n",
    "    T_len = feat.shape[0]\n",
    "    node_num = feat.shape[1]\n",
    "    \n",
    "    if not normal:\n",
    "        for i in range(1, T_len):\n",
    "            for j in range(node_num):\n",
    "                val = feat[i][j][0]\n",
    "                last_val = feat[i-1][j][0]\n",
    "                if val < last_val * 0.5 or val > last_val * 2:\n",
    "                    feat[i][j][0] = last_val\n",
    "    \n",
    "    x = range(T_len)\n",
    "    \n",
    "    idx_list = list(range(node_num))\n",
    "    if target_idx_list is not None:\n",
    "        idx_list = target_idx_list\n",
    "\n",
    "    plt.figure(figsize=(20,8),dpi=80)\n",
    "    plt.xlabel('Time')\n",
    "    plt.ylabel('Duration')\n",
    "    plt.title(endpoint.split('8080')[1])\n",
    "    for i in range(node_num):\n",
    "        if i not in idx_list:\n",
    "            continue\n",
    "        plt.plot(x, feat[:len(x),i,0], label=node_map[i])\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "81b56a82-aadd-4d34-9a2a-16d5dc65dd85",
   "metadata": {},
   "outputs": [],
   "source": [
    "endpoint_edge_map = {\n",
    "    'http://localhost:8080/api/user/follow POST': [[0, 2], [1, 3], [1, 4], [1, 5], [2, 1], [2, 6], [2, 7], [6, 8], [7, 9]],\n",
    "    'http://localhost:8080/api/user/unfollow POST': [[0, 5], [4, 1], [4, 2], [4, 3], [5, 4], [5, 6], [5, 7], [6, 8], [7, 9]],\n",
    "    'http://localhost:8080/api/user/get_followee GET': [[0, 1], [1, 2], [1, 3], [1, 4]],\n",
    "    'http://localhost:8080/api/post/compose POST': [[0, 24], [1, 10], [2, 0], [2, 1], [2, 3], [2, 4], [2, 5], [2, 6], [2, 7], [3, 18], [4, 21], [5, 13], [6, 9], [7, 27], [8, 14], [9, 8], [11, 2], [13, 12], [14, 15], [14, 16], [14, 17], [18, 19], [18, 20], [19, 22], [20, 23], [27, 25], [27, 26]],\n",
    "    'http://localhost:8080/api/user/get_follower GET': [[0, 1], [1, 2], [1, 3], [1, 4]],\n",
    "    'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET': [[1, 0], [1, 3], [2, 1]],\n",
    "    'http://localhost:8080/api/user/register POST': [[0, 1]],\n",
    "    'http://localhost:8080/api/user/login POST': [[0, 1], [1, 2]],\n",
    "}\n",
    "endpoint_node_map = {\n",
    "    'http://localhost:8080/api/user/follow POST': {\n",
    "        0: 'nginx-web-server:Follow_0',\n",
    "        1: 'social-graph-service:follow_server_0',\n",
    "        2: 'social-graph-service:follow_with_username_server_0',\n",
    "        3: 'social-graph-service:mongo_update_client_0',\n",
    "        4: 'social-graph-service:social_graph_mongo_update_client_0',\n",
    "        5: 'social-graph-service:social_graph_redis_update_client_0',\n",
    "        6: 'user-service:get_user_id_server_0',\n",
    "        7: 'user-service:get_user_id_server_1',\n",
    "        8: 'user-service:user_mmc_get_user_id_client_0',\n",
    "        9: 'user-service:user_mmc_get_user_id_client_1'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/unfollow POST': {\n",
    "        0: 'nginx-web-server:Unfollow_0',\n",
    "        1: 'social-graph-service:social_graph_mongo_delete_client_0',\n",
    "        2: 'social-graph-service:social_graph_mongo_delete_client_1',\n",
    "        3: 'social-graph-service:social_graph_redis_update_client_0',\n",
    "        4: 'social-graph-service:unfollow_server_0',\n",
    "        5: 'social-graph-service:unfollow_with_username_server_0',\n",
    "        6: 'user-service:get_user_id_server_0',\n",
    "        7: 'user-service:get_user_id_server_1',\n",
    "        8: 'user-service:user_mmc_get_user_id_client_0',\n",
    "        9: 'user-service:user_mmc_get_user_id_client_1'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/get_followee GET': {\n",
    "        0: 'nginx-web-server:GetFollowee_0',\n",
    "        1: 'social-graph-service:get_followees_server_0',\n",
    "        2: 'social-graph-service:social_graph_mongo_find_client_0',\n",
    "        3: 'social-graph-service:social_graph_redis_get_client_0',\n",
    "        4: 'social-graph-service:social_graph_redis_insert_client_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/post/compose POST': {\n",
    "        0: 'compose-post-service:compose_creator_client_0',\n",
    "        1: 'compose-post-service:compose_media_client_0',\n",
    "        2: 'compose-post-service:compose_post_server_0',\n",
    "        3: 'compose-post-service:compose_text_client_0',\n",
    "        4: 'compose-post-service:compose_unique_id_client_0',\n",
    "        5: 'compose-post-service:store_post_client_0',\n",
    "        6: 'compose-post-service:write_home_timeline_client_0',\n",
    "        7: 'compose-post-service:write_user_timeline_client_0',\n",
    "        8: 'home-timeline-service:get_followers_client_0',\n",
    "        9: 'home-timeline-service:write_home_timeline_server_0',\n",
    "        10: 'media-service:compose_media_server_0',\n",
    "        11: 'nginx-web-server:compose_post_client_0',\n",
    "        12: 'post-storage-service:post_storage_mongo_insert_client_0',\n",
    "        13: 'post-storage-service:store_post_server_0',\n",
    "        14: 'social-graph-service:get_followers_server_0',\n",
    "        15: 'social-graph-service:social_graph_mongo_find_client_0',\n",
    "        16: 'social-graph-service:social_graph_redis_get_client_0',\n",
    "        17: 'social-graph-service:social_graph_redis_insert_client_0',\n",
    "        18: 'text-service:compose_text_server_0',\n",
    "        19: 'text-service:compose_urls_client_0',\n",
    "        20: 'text-service:compose_user_mentions_client_0',\n",
    "        21: 'unique-id-service:compose_unique_id_server_0',\n",
    "        22: 'url-shorten-service:compose_urls_server_0',\n",
    "        23: 'user-mention-service:compose_user_mentions_server_0',\n",
    "        24: 'user-service:compose_creator_server_0',\n",
    "        25: 'user-timeline-service:write_user_timeline_mongo_insert_client_0',\n",
    "        26: 'user-timeline-service:write_user_timeline_redis_update_client_0',\n",
    "        27: 'user-timeline-service:write_user_timeline_server_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/get_follower GET': {\n",
    "        0: 'nginx-web-server:GetFollower_0',\n",
    "        1: 'social-graph-service:get_followers_server_0',\n",
    "        2: 'social-graph-service:social_graph_mongo_find_client_0',\n",
    "        3: 'social-graph-service:social_graph_redis_get_client_0',\n",
    "        4: 'social-graph-service:social_graph_redis_insert_client_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET': {\n",
    "        0: 'home-timeline-service:read_home_timeline_redis_find_client_0',\n",
    "        1: 'home-timeline-service:read_home_timeline_server_0', \n",
    "        2: 'nginx-web-server:Login_0',\n",
    "        3: 'post-storage-service:post_storage_read_posts_server_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/register POST': {\n",
    "        0: 'nginx-web-server:RegisterUser_0',\n",
    "        1: 'user-service:register_user_server_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/login POST': {\n",
    "        0: 'nginx-web-server:Login_0', \n",
    "        1: 'user-service:login_server_0',\n",
    "        2: 'user-service:user_mmc_get_client_0'\n",
    "    },\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "812b0dbc-cd87-4fce-8792-e86c0446da30",
   "metadata": {},
   "source": [
    "# No Fault"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a9f77fee-07f6-4ea7-9575-714b8e222af9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#fault info: 3\n",
      "#trace: 49584\n"
     ]
    }
   ],
   "source": [
    "# 导入原始数据\n",
    "base_dir = \"/home/dyz/trace/dataset/Eadro/sn/no_fault\"\n",
    "files = os.listdir(base_dir)\n",
    "fault_info_map = {}\n",
    "trace_list = []\n",
    "\n",
    "for f in files:\n",
    "    file_path = os.path.join(base_dir, f)\n",
    "    if f.endswith('.json'):\n",
    "        with open(file_path, 'r') as t_file:\n",
    "            fault_info_map[f] = json.load(t_file)\n",
    "    elif os.path.isdir(file_path) and f.startswith('SN'):\n",
    "        with open(os.path.join(file_path, 'spans.json')) as t_file:\n",
    "            t_traces = json.load(t_file)\n",
    "            trace_list = trace_list + t_traces\n",
    "\n",
    "print(\"#fault info:\", len(fault_info_map))\n",
    "print(\"#trace:\", len(trace_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3096b752-9205-4e88-91eb-3db6718a17ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#unique traces: 13880\n"
     ]
    }
   ],
   "source": [
    "# 去重\n",
    "unique_traces = []\n",
    "trace_id_set = set()\n",
    "for trace in trace_list:\n",
    "    trace_id = trace['traceID']\n",
    "    if trace_id not in trace_id_set:\n",
    "        unique_traces.append(trace)\n",
    "    trace_id_set.add(trace_id)\n",
    "print(\"#unique traces:\", len(unique_traces))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f7e56f08-c435-4774-843f-e4125e774ccc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#valid traces 13673\n",
      "#invalid traces 207\n"
     ]
    }
   ],
   "source": [
    "# 去除\"skipping clock skew adjustment\"的trace\n",
    "# 去除edge或node数量不对的trace\n",
    "invalid_trace_id_list = []\n",
    "traces = []\n",
    "metainfos = []\n",
    "\n",
    "for i, trace in enumerate(unique_traces):\n",
    "    # 先根据warnings来迅速判别\n",
    "    flag = False\n",
    "    if trace['warnings'] is not None:\n",
    "        flag = True\n",
    "    for span in trace['spans']:\n",
    "        if span['warnings'] is not None:\n",
    "            flag = True\n",
    "            break\n",
    "    if flag:\n",
    "        invalid_trace_id_list.append(i)\n",
    "        continue\n",
    "    \n",
    "    metainfo = get_trace_metainfo(trace)\n",
    "    if not metainfo['valid']:\n",
    "        continue\n",
    "    valid, graph = construct_graph(trace, True)\n",
    "    if not valid:\n",
    "        continue\n",
    "    \n",
    "    edge = graph[1]\n",
    "    node_idx_map = graph[2]\n",
    "    endpoint = metainfo['endpoint']\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    target_nodes = endpoint_node_map[endpoint]\n",
    "    \n",
    "    if len(edge) != len(target_edge) or len(target_nodes) != len(node_idx_map):\n",
    "        invalid_trace_id_list.append(i)\n",
    "        continue\n",
    "    \n",
    "    metainfos.append(metainfo)\n",
    "    traces.append(trace)\n",
    "\n",
    "print(\"#valid traces\", len(traces))\n",
    "print(\"#invalid traces\", len(invalid_trace_id_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f3eb6fc1-365f-4f99-b2f8-1e50d2d2a1b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#service_operation: 70\n",
      "['compose-post-service:compose_creator_client_0', 'compose-post-service:compose_media_client_0', 'compose-post-service:compose_post_server_0', 'compose-post-service:compose_text_client_0', 'compose-post-service:compose_unique_id_client_0', 'compose-post-service:store_post_client_0', 'compose-post-service:write_home_timeline_client_0', 'compose-post-service:write_user_timeline_client_0', 'home-timeline-service:get_followers_client_0', 'home-timeline-service:read_home_timeline_redis_find_client_0', 'home-timeline-service:read_home_timeline_server_0', 'home-timeline-service:write_home_timeline_server_0', 'media-service:compose_media_server_0', 'nginx-web-server:/api/home-timeline/read_0', 'nginx-web-server:/api/home-timeline/read_1', 'nginx-web-server:/api/post/compose_0', 'nginx-web-server:/api/post/compose_1', 'nginx-web-server:/api/user/follow_0', 'nginx-web-server:/api/user/follow_1', 'nginx-web-server:/api/user/get_followee_0', 'nginx-web-server:/api/user/get_followee_1', 'nginx-web-server:/api/user/get_follower_0', 'nginx-web-server:/api/user/get_follower_1', 'nginx-web-server:/api/user/login_0', 'nginx-web-server:/api/user/login_1', 'nginx-web-server:/api/user/register_0', 'nginx-web-server:/api/user/register_1', 'nginx-web-server:/api/user/unfollow_0', 'nginx-web-server:/api/user/unfollow_1', 'nginx-web-server:Follow_0', 'nginx-web-server:GetFollowee_0', 'nginx-web-server:GetFollower_0', 'nginx-web-server:Login_0', 'nginx-web-server:RegisterUser_0', 'nginx-web-server:Unfollow_0', 'nginx-web-server:compose_post_client_0', 'post-storage-service:post_storage_mongo_insert_client_0', 'post-storage-service:post_storage_read_posts_server_0', 'post-storage-service:store_post_server_0', 'social-graph-service:follow_server_0', 'social-graph-service:follow_with_username_server_0', 'social-graph-service:get_followees_server_0', 'social-graph-service:get_followers_server_0', 'social-graph-service:mongo_update_client_0', 'social-graph-service:social_graph_mongo_delete_client_0', 'social-graph-service:social_graph_mongo_delete_client_1', 'social-graph-service:social_graph_mongo_find_client_0', 'social-graph-service:social_graph_mongo_update_client_0', 'social-graph-service:social_graph_redis_get_client_0', 'social-graph-service:social_graph_redis_insert_client_0', 'social-graph-service:social_graph_redis_update_client_0', 'social-graph-service:unfollow_server_0', 'social-graph-service:unfollow_with_username_server_0', 'text-service:compose_text_server_0', 'text-service:compose_urls_client_0', 'text-service:compose_user_mentions_client_0', 'unique-id-service:compose_unique_id_server_0', 'url-shorten-service:compose_urls_server_0', 'user-mention-service:compose_user_mentions_server_0', 'user-service:compose_creator_server_0', 'user-service:get_user_id_server_0', 'user-service:get_user_id_server_1', 'user-service:login_server_0', 'user-service:register_user_server_0', 'user-service:user_mmc_get_client_0', 'user-service:user_mmc_get_user_id_client_0', 'user-service:user_mmc_get_user_id_client_1', 'user-timeline-service:write_user_timeline_mongo_insert_client_0', 'user-timeline-service:write_user_timeline_redis_update_client_0', 'user-timeline-service:write_user_timeline_server_0']\n"
     ]
    }
   ],
   "source": [
    "# 构建节点集合\n",
    "# 每个节点是service:operation，作为节点集合\n",
    "service_operation_set = set()\n",
    "\n",
    "for trace in traces:\n",
    "    node_list = get_node_list(trace)\n",
    "    for node in node_list:\n",
    "        service_operation_set.add(node)\n",
    "\n",
    "print(\"#service_operation:\", len(service_operation_set))\n",
    "print(sorted(service_operation_set))\n",
    "\n",
    "# 节点集合\n",
    "node_idx_map = {}\n",
    "idx_node_map = {}\n",
    "idx = 0\n",
    "for node in service_operation_set:\n",
    "    node_idx_map[node] = idx\n",
    "    idx_node_map[idx] = node\n",
    "    idx += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b5f6af10-5490-4c4b-bb61-b0246db66edb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start_time: 2022-04-20 18:24:05 ~ 2022-04-21 15:57:01\n",
      "duration: 0.657 ms ~ 28.274 ms\n",
      "num_span_max: 30\n",
      "\n",
      "root_status_code_cntmap:\n",
      " defaultdict(<class 'int'>, {302: 6107, 200: 2998, 500: 4568})\n",
      "\n",
      "root_service_cntmap:\n",
      " defaultdict(<class 'int'>, {'nginx-web-server': 13673})\n",
      "\n",
      "endpoint_cntmap:\n",
      " defaultdict(<class 'int'>, {'http://localhost:8080/api/user/follow POST': 1556, 'http://localhost:8080/api/user/unfollow POST': 1536, 'http://localhost:8080/api/user/get_followee GET': 1504, 'http://localhost:8080/api/post/compose POST': 1512, 'http://localhost:8080/api/user/get_follower GET': 1552, 'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET': 1462, 'http://localhost:8080/api/user/register POST': 3023, 'http://localhost:8080/api/user/login POST': 1528})\n"
     ]
    }
   ],
   "source": [
    "endpoint_cntmap = defaultdict(int)\n",
    "root_service_cntmap = defaultdict(int)\n",
    "root_status_code_cntmap = defaultdict(int)\n",
    "root_flags_cntmap = defaultdict(int)\n",
    "start_time_min = datetime.strptime(\"2069-04-18 21:34:46\", \"%Y-%m-%d %H:%M:%S\")\n",
    "start_time_max = datetime.strptime(\"1999-04-18 21:34:46\", \"%Y-%m-%d %H:%M:%S\")\n",
    "duration_min = 9999999\n",
    "duration_max = 0\n",
    "num_span_max = 0\n",
    "num_span_cntmap = defaultdict(int)\n",
    "\n",
    "for mt in metainfos:\n",
    "    num_span = mt['num_span']\n",
    "    root_service = mt['root_service']\n",
    "    root_flags = mt['root_flags']\n",
    "    start_time = datetime.strptime(mt['start_time'], \"%Y-%m-%d %H:%M:%S\")\n",
    "    duration = float(mt['duration'][:-3])\n",
    "    root_status_code = mt['root_status_code']\n",
    "    endpoint = mt['endpoint']\n",
    "    \n",
    "    endpoint_cntmap[endpoint] += 1\n",
    "    root_service_cntmap[root_service] += 1\n",
    "    root_status_code_cntmap[root_status_code] += 1\n",
    "    root_flags_cntmap[root_flags] += 1\n",
    "    num_span_cntmap[num_span] += 1\n",
    "    \n",
    "    duration_min = min(duration, duration_min)\n",
    "    duration_max = max(duration, duration_max)\n",
    "    \n",
    "    num_span_max = max(num_span, num_span_max)\n",
    "    \n",
    "    start_time_min = min(start_time, start_time_min)\n",
    "    start_time_max = max(start_time, start_time_max)\n",
    "\n",
    "start_time_min = start_time_min.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "start_time_max = start_time_max.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "\n",
    "print(\"start_time:\", start_time_min, \"~\", start_time_max)\n",
    "print(\"duration:\", duration_min, \"ms ~\", duration_max, \"ms\")\n",
    "print(\"num_span_max:\", num_span_max)\n",
    "# print(\"\\nroot_flags_cntmap:\\n\", root_flags_cntmap) # 没用\n",
    "print(\"\\nroot_status_code_cntmap:\\n\", root_status_code_cntmap)  # status code全是200，没用\n",
    "print(\"\\nroot_service_cntmap:\\n\", root_service_cntmap)\n",
    "print(\"\\nendpoint_cntmap:\\n\", endpoint_cntmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2bcadd11-7803-40b9-bb52-5b7bd3a76e34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://localhost:8080/api/user/follow POST                             |   47 | 1556 | 3.02%\n",
      "http://localhost:8080/api/user/unfollow POST                           |   24 | 1536 | 1.56%\n",
      "http://localhost:8080/api/user/get_followee GET                        |    0 | 1504 | 0.00%\n",
      "http://localhost:8080/api/post/compose POST                            |    0 | 1512 | 0.00%\n",
      "http://localhost:8080/api/user/get_follower GET                        |    0 | 1552 | 0.00%\n",
      "http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET      |    0 | 1462 | 0.00%\n",
      "http://localhost:8080/api/user/register POST                           |    0 | 3023 | 0.00%\n",
      "http://localhost:8080/api/user/login POST                              |    0 | 1528 | 0.00%\n"
     ]
    }
   ],
   "source": [
    "# 检查图结构略有不同的数据，查看它们的占比\n",
    "for endpoint in endpoint_cntmap.keys():\n",
    "    cnt = 0\n",
    "    total_cnt = 0\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    \n",
    "    for i, trace in enumerate(traces):\n",
    "        mt = metainfos[i]\n",
    "        if mt['endpoint'] != endpoint:\n",
    "            continue\n",
    "        total_cnt += 1\n",
    "        _, graph = construct_graph(trace, directed=True)\n",
    "        edge = graph[1]\n",
    "        if compare_edges(edge, target_edge) != 0:\n",
    "            cnt += 1\n",
    "    print(\"{0:70} | {1:4} | {2:4} | {3:.2f}%\".format(endpoint, cnt, total_cnt, 100*cnt/total_cnt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cf85f307-9fda-4f0c-b3f1-3b033f6d80a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 解析异常注入实验数据\n",
    "fault_type_map = {'normal': 0, 'cpu_load': 1, 'network_delay': 2, 'network_loss': 3}\n",
    "fault_intervals = []\n",
    "label_list = []\n",
    "target_list = []\n",
    "for filename, faults_list in fault_info_map.items():\n",
    "    info_list = faults_list['faults']\n",
    "    for info in info_list:\n",
    "        start = info['start']\n",
    "        end = start + info['duration']\n",
    "        target = info['name']\n",
    "        fault_type = info['fault']\n",
    "        fault_intervals.append((start+28800, end+28800))\n",
    "        label_list.append(fault_type_map[fault_type])\n",
    "        target_list.append(target[14:-2])\n",
    "\n",
    "fault_intervals.sort(key=lambda x: x[0])\n",
    "\n",
    "for interval in fault_intervals:\n",
    "    st = datetime.fromtimestamp(interval[0])\n",
    "    ed = datetime.fromtimestamp(interval[1])\n",
    "    print(st, \"~\", ed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ea152efe-9f56-4019-b98d-e13512ba02ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#normal: 13673\n",
      "#abnormal: 0\n",
      "#total: 13673\n"
     ]
    }
   ],
   "source": [
    "# 微调图结构，并构建数据集\n",
    "dataset = []\n",
    "num_abnormal = 0\n",
    "\n",
    "for i, trace in enumerate(traces):\n",
    "    mt = metainfos[i]\n",
    "    \n",
    "    start_time = datetime.strptime(mt['start_time'], \"%Y-%m-%d %H:%M:%S\").timestamp()\n",
    "    duration = float(mt['duration'][:-3]) / 1000\n",
    "    end_time = start_time + duration\n",
    "    \n",
    "    endpoint = mt['endpoint']\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    \n",
    "    _, graph = construct_graph(trace, directed=True)\n",
    "    feature = graph[0]\n",
    "    edge = graph[1]\n",
    "    idx_node_map = graph[2]\n",
    "    node_list = [v.split(':')[0] for v in idx_node_map.values()]\n",
    "    \n",
    "    # 微调feature\n",
    "    if compare_edges(edge, target_edge) > 0:\n",
    "        diff_pairs = get_diff_node_pairs(edge, target_edge)\n",
    "        for p1, p2 in diff_pairs.items():\n",
    "            feature[[p1,p2],:] = feature[[p2,p1],:]\n",
    "    \n",
    "    fault_type = 0\n",
    "    root_cause = \"\"\n",
    "    for j, interval in enumerate(fault_intervals):\n",
    "        if start_time > interval[1]:\n",
    "            continue\n",
    "        if end_time < interval[0]:\n",
    "            break\n",
    "        fault_type = label_list[j]\n",
    "        root_cause = target_list[j]\n",
    "        break\n",
    "    \n",
    "    is_abnormal = 0\n",
    "    for node in node_list:\n",
    "        if node == root_cause:\n",
    "            is_abnormal = 1\n",
    "            num_abnormal += 1\n",
    "            break\n",
    "    \n",
    "    mt['fault_type'] = fault_type\n",
    "    mt['root_cause'] = root_cause\n",
    "    mt['is_abnormal'] = is_abnormal\n",
    "    \n",
    "    dataset.append((feature, mt))\n",
    "\n",
    "print(\"#normal:\", len(dataset) - num_abnormal)\n",
    "print(\"#abnormal:\", num_abnormal)\n",
    "print(\"#total:\", len(dataset))\n",
    "dataset = sorted(dataset, key=lambda x: x[1]['start_time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "204f6ea3-1805-4721-8883-2627375bd771",
   "metadata": {},
   "source": [
    "# Fault"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "baa2a795-a98f-4d47-97f4-41b500c71da2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#fault info: 4\n",
      "#trace: 38400\n"
     ]
    }
   ],
   "source": [
    "# 导入原始数据\n",
    "base_dir = \"/home/dyz/trace/dataset/Eadro/sn/fault\"\n",
    "files = os.listdir(base_dir)\n",
    "fault_info_map = {}\n",
    "trace_list = []\n",
    "\n",
    "for f in files:\n",
    "    file_path = os.path.join(base_dir, f)\n",
    "    if f.endswith('.json'):\n",
    "        with open(file_path, 'r') as t_file:\n",
    "            fault_info_map[f] = json.load(t_file)\n",
    "    elif os.path.isdir(file_path) and f.startswith('SN'):\n",
    "        with open(os.path.join(file_path, 'spans.json')) as t_file:\n",
    "            t_traces = json.load(t_file)\n",
    "            trace_list = trace_list + t_traces\n",
    "\n",
    "print(\"#fault info:\", len(fault_info_map))\n",
    "print(\"#trace:\", len(trace_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a272680b-2bee-462c-a787-73bf6b26d3ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#unique traces: 10755\n"
     ]
    }
   ],
   "source": [
    "# 去重\n",
    "unique_traces = []\n",
    "trace_id_set = set()\n",
    "for trace in trace_list:\n",
    "    trace_id = trace['traceID']\n",
    "    if trace_id not in trace_id_set:\n",
    "        unique_traces.append(trace)\n",
    "    trace_id_set.add(trace_id)\n",
    "print(\"#unique traces:\", len(unique_traces))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "981f75cb-ba89-414b-907f-f40b97158ff1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#valid traces 10440\n",
      "#invalid traces 315\n"
     ]
    }
   ],
   "source": [
    "# 去除\"skipping clock skew adjustment\"的trace\n",
    "# 去除edge或node数量不对的trace\n",
    "invalid_trace_id_list = []\n",
    "traces = []\n",
    "metainfos = []\n",
    "\n",
    "for i, trace in enumerate(unique_traces):\n",
    "    # 先根据warnings来迅速判别\n",
    "    flag = False\n",
    "    if trace['warnings'] is not None:\n",
    "        flag = True\n",
    "    for span in trace['spans']:\n",
    "        if span['warnings'] is not None:\n",
    "            flag = True\n",
    "            break\n",
    "    if flag:\n",
    "        invalid_trace_id_list.append(i)\n",
    "        continue\n",
    "    \n",
    "    metainfo = get_trace_metainfo(trace)\n",
    "    if not metainfo['valid']:\n",
    "        continue\n",
    "    valid, graph = construct_graph(trace, True)\n",
    "    if not valid:\n",
    "        continue\n",
    "    \n",
    "    edge = graph[1]\n",
    "    node_idx_map = graph[2]\n",
    "    endpoint = metainfo['endpoint']\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    target_nodes = endpoint_node_map[endpoint]\n",
    "    \n",
    "    if len(edge) != len(target_edge) or len(target_nodes) != len(node_idx_map):\n",
    "        invalid_trace_id_list.append(i)\n",
    "        continue\n",
    "    \n",
    "    metainfos.append(metainfo)\n",
    "    traces.append(trace)\n",
    "\n",
    "print(\"#valid traces\", len(traces))\n",
    "print(\"#invalid traces\", len(invalid_trace_id_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "843d66ec-4db4-4d77-b4b1-a87343fb4972",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#service_operation: 70\n",
      "['compose-post-service:compose_creator_client_0', 'compose-post-service:compose_media_client_0', 'compose-post-service:compose_post_server_0', 'compose-post-service:compose_text_client_0', 'compose-post-service:compose_unique_id_client_0', 'compose-post-service:store_post_client_0', 'compose-post-service:write_home_timeline_client_0', 'compose-post-service:write_user_timeline_client_0', 'home-timeline-service:get_followers_client_0', 'home-timeline-service:read_home_timeline_redis_find_client_0', 'home-timeline-service:read_home_timeline_server_0', 'home-timeline-service:write_home_timeline_server_0', 'media-service:compose_media_server_0', 'nginx-web-server:/api/home-timeline/read_0', 'nginx-web-server:/api/home-timeline/read_1', 'nginx-web-server:/api/post/compose_0', 'nginx-web-server:/api/post/compose_1', 'nginx-web-server:/api/user/follow_0', 'nginx-web-server:/api/user/follow_1', 'nginx-web-server:/api/user/get_followee_0', 'nginx-web-server:/api/user/get_followee_1', 'nginx-web-server:/api/user/get_follower_0', 'nginx-web-server:/api/user/get_follower_1', 'nginx-web-server:/api/user/login_0', 'nginx-web-server:/api/user/login_1', 'nginx-web-server:/api/user/register_0', 'nginx-web-server:/api/user/register_1', 'nginx-web-server:/api/user/unfollow_0', 'nginx-web-server:/api/user/unfollow_1', 'nginx-web-server:Follow_0', 'nginx-web-server:GetFollowee_0', 'nginx-web-server:GetFollower_0', 'nginx-web-server:Login_0', 'nginx-web-server:RegisterUser_0', 'nginx-web-server:Unfollow_0', 'nginx-web-server:compose_post_client_0', 'post-storage-service:post_storage_mongo_insert_client_0', 'post-storage-service:post_storage_read_posts_server_0', 'post-storage-service:store_post_server_0', 'social-graph-service:follow_server_0', 'social-graph-service:follow_with_username_server_0', 'social-graph-service:get_followees_server_0', 'social-graph-service:get_followers_server_0', 'social-graph-service:mongo_update_client_0', 'social-graph-service:social_graph_mongo_delete_client_0', 'social-graph-service:social_graph_mongo_delete_client_1', 'social-graph-service:social_graph_mongo_find_client_0', 'social-graph-service:social_graph_mongo_update_client_0', 'social-graph-service:social_graph_redis_get_client_0', 'social-graph-service:social_graph_redis_insert_client_0', 'social-graph-service:social_graph_redis_update_client_0', 'social-graph-service:unfollow_server_0', 'social-graph-service:unfollow_with_username_server_0', 'text-service:compose_text_server_0', 'text-service:compose_urls_client_0', 'text-service:compose_user_mentions_client_0', 'unique-id-service:compose_unique_id_server_0', 'url-shorten-service:compose_urls_server_0', 'user-mention-service:compose_user_mentions_server_0', 'user-service:compose_creator_server_0', 'user-service:get_user_id_server_0', 'user-service:get_user_id_server_1', 'user-service:login_server_0', 'user-service:register_user_server_0', 'user-service:user_mmc_get_client_0', 'user-service:user_mmc_get_user_id_client_0', 'user-service:user_mmc_get_user_id_client_1', 'user-timeline-service:write_user_timeline_mongo_insert_client_0', 'user-timeline-service:write_user_timeline_redis_update_client_0', 'user-timeline-service:write_user_timeline_server_0']\n"
     ]
    }
   ],
   "source": [
    "# 构建节点集合\n",
    "# 每个节点是service:operation，作为节点集合\n",
    "service_operation_set = set()\n",
    "\n",
    "for trace in traces:\n",
    "    node_list = get_node_list(trace)\n",
    "    for node in node_list:\n",
    "        service_operation_set.add(node)\n",
    "\n",
    "print(\"#service_operation:\", len(service_operation_set))\n",
    "print(sorted(service_operation_set))\n",
    "\n",
    "# 节点集合\n",
    "node_idx_map = {}\n",
    "idx_node_map = {}\n",
    "idx = 0\n",
    "for node in service_operation_set:\n",
    "    node_idx_map[node] = idx\n",
    "    idx_node_map[idx] = node\n",
    "    idx += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "375df1b5-0d4d-4ca9-8b2f-b87644332d71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start_time: 2022-04-17 18:09:55 ~ 2022-04-17 19:50:29\n",
      "duration: 0.686 ms ~ 13014.356 ms\n",
      "num_span_max: 30\n",
      "\n",
      "root_status_code_cntmap:\n",
      " defaultdict(<class 'int'>, {500: 3413, 302: 4789, 200: 2238})\n",
      "\n",
      "root_service_cntmap:\n",
      " defaultdict(<class 'int'>, {'nginx-web-server': 10440})\n",
      "\n",
      "endpoint_cntmap:\n",
      " defaultdict(<class 'int'>, {'http://localhost:8080/api/user/get_follower GET': 1197, 'http://localhost:8080/api/user/follow POST': 1217, 'http://localhost:8080/api/user/unfollow POST': 1124, 'http://localhost:8080/api/user/get_followee GET': 1184, 'http://localhost:8080/api/post/compose POST': 1019, 'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET': 1123, 'http://localhost:8080/api/user/register POST': 2379, 'http://localhost:8080/api/user/login POST': 1197})\n"
     ]
    }
   ],
   "source": [
    "endpoint_cntmap = defaultdict(int)\n",
    "root_service_cntmap = defaultdict(int)\n",
    "root_status_code_cntmap = defaultdict(int)\n",
    "root_flags_cntmap = defaultdict(int)\n",
    "start_time_min = datetime.strptime(\"2069-04-18 21:34:46\", \"%Y-%m-%d %H:%M:%S\")\n",
    "start_time_max = datetime.strptime(\"1999-04-18 21:34:46\", \"%Y-%m-%d %H:%M:%S\")\n",
    "duration_min = 9999999\n",
    "duration_max = 0\n",
    "num_span_max = 0\n",
    "num_span_cntmap = defaultdict(int)\n",
    "\n",
    "for mt in metainfos:\n",
    "    num_span = mt['num_span']\n",
    "    root_service = mt['root_service']\n",
    "    root_flags = mt['root_flags']\n",
    "    start_time = datetime.strptime(mt['start_time'], \"%Y-%m-%d %H:%M:%S\")\n",
    "    duration = float(mt['duration'][:-3])\n",
    "    root_status_code = mt['root_status_code']\n",
    "    endpoint = mt['endpoint']\n",
    "    \n",
    "    endpoint_cntmap[endpoint] += 1\n",
    "    root_service_cntmap[root_service] += 1\n",
    "    root_status_code_cntmap[root_status_code] += 1\n",
    "    root_flags_cntmap[root_flags] += 1\n",
    "    num_span_cntmap[num_span] += 1\n",
    "    \n",
    "    duration_min = min(duration, duration_min)\n",
    "    duration_max = max(duration, duration_max)\n",
    "    \n",
    "    num_span_max = max(num_span, num_span_max)\n",
    "    \n",
    "    start_time_min = min(start_time, start_time_min)\n",
    "    start_time_max = max(start_time, start_time_max)\n",
    "\n",
    "start_time_min = start_time_min.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "start_time_max = start_time_max.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "\n",
    "print(\"start_time:\", start_time_min, \"~\", start_time_max)\n",
    "print(\"duration:\", duration_min, \"ms ~\", duration_max, \"ms\")\n",
    "print(\"num_span_max:\", num_span_max)\n",
    "# print(\"\\nroot_flags_cntmap:\\n\", root_flags_cntmap) # 没用\n",
    "print(\"\\nroot_status_code_cntmap:\\n\", root_status_code_cntmap)  # status code全是200，没用\n",
    "print(\"\\nroot_service_cntmap:\\n\", root_service_cntmap)\n",
    "print(\"\\nendpoint_cntmap:\\n\", endpoint_cntmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dc4bf002-7f05-4fbc-a6cd-cad809f810cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://localhost:8080/api/user/get_follower GET                        |    0 | 1197 | 0.00%\n",
      "http://localhost:8080/api/user/follow POST                             |   33 | 1217 | 2.71%\n",
      "http://localhost:8080/api/user/unfollow POST                           |   20 | 1124 | 1.78%\n",
      "http://localhost:8080/api/user/get_followee GET                        |    0 | 1184 | 0.00%\n",
      "http://localhost:8080/api/post/compose POST                            |    0 | 1019 | 0.00%\n",
      "http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET      |    0 | 1123 | 0.00%\n",
      "http://localhost:8080/api/user/register POST                           |    0 | 2379 | 0.00%\n",
      "http://localhost:8080/api/user/login POST                              |    0 | 1197 | 0.00%\n"
     ]
    }
   ],
   "source": [
    "# 检查图结构略有不同的数据，查看它们的占比\n",
    "for endpoint in endpoint_cntmap.keys():\n",
    "    cnt = 0\n",
    "    total_cnt = 0\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    \n",
    "    for i, trace in enumerate(traces):\n",
    "        mt = metainfos[i]\n",
    "        if mt['endpoint'] != endpoint:\n",
    "            continue\n",
    "        total_cnt += 1\n",
    "        _, graph = construct_graph(trace, directed=True)\n",
    "        edge = graph[1]\n",
    "        if compare_edges(edge, target_edge) != 0:\n",
    "            cnt += 1\n",
    "    print(\"{0:70} | {1:4} | {2:4} | {3:.2f}%\".format(endpoint, cnt, total_cnt, 100*cnt/total_cnt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fd4005b0-6383-4d8d-92ad-971fd0449812",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2022-04-17 18:12:48.334613 ~ 2022-04-17 18:14:48.334613\n",
      "2022-04-17 18:15:21.479809 ~ 2022-04-17 18:17:21.479809\n",
      "2022-04-17 18:18:04.413672 ~ 2022-04-17 18:20:04.413672\n",
      "2022-04-17 18:20:38.515397 ~ 2022-04-17 18:22:38.515397\n",
      "2022-04-17 18:23:11.561502 ~ 2022-04-17 18:25:11.561502\n",
      "2022-04-17 18:25:54.523656 ~ 2022-04-17 18:27:54.523656\n",
      "2022-04-17 18:28:28.596611 ~ 2022-04-17 18:30:28.596611\n",
      "2022-04-17 18:31:01.628528 ~ 2022-04-17 18:33:01.628528\n",
      "2022-04-17 18:33:44.513932 ~ 2022-04-17 18:35:44.513932\n",
      "2022-04-17 18:37:32.425890 ~ 2022-04-17 18:39:32.425890\n",
      "2022-04-17 18:40:05.491651 ~ 2022-04-17 18:42:05.491651\n",
      "2022-04-17 18:42:48.396970 ~ 2022-04-17 18:44:48.396970\n",
      "2022-04-17 18:45:22.436120 ~ 2022-04-17 18:47:22.436120\n",
      "2022-04-17 18:47:55.643966 ~ 2022-04-17 18:49:55.643966\n",
      "2022-04-17 18:50:38.593423 ~ 2022-04-17 18:52:38.593423\n",
      "2022-04-17 18:53:12.665189 ~ 2022-04-17 18:55:12.665189\n",
      "2022-04-17 18:55:45.717980 ~ 2022-04-17 18:57:45.717980\n",
      "2022-04-17 18:58:28.636401 ~ 2022-04-17 19:00:28.636401\n",
      "2022-04-17 19:02:17.266328 ~ 2022-04-17 19:04:17.266328\n",
      "2022-04-17 19:04:50.293385 ~ 2022-04-17 19:06:50.293385\n",
      "2022-04-17 19:07:33.258483 ~ 2022-04-17 19:09:33.258483\n",
      "2022-04-17 19:10:07.362766 ~ 2022-04-17 19:12:07.362766\n",
      "2022-04-17 19:12:40.403380 ~ 2022-04-17 19:14:40.403380\n",
      "2022-04-17 19:15:23.309462 ~ 2022-04-17 19:17:23.309462\n",
      "2022-04-17 19:17:57.325246 ~ 2022-04-17 19:19:57.325246\n",
      "2022-04-17 19:20:30.416768 ~ 2022-04-17 19:22:30.416768\n",
      "2022-04-17 19:23:13.360870 ~ 2022-04-17 19:25:13.360870\n",
      "2022-04-17 19:27:01.842828 ~ 2022-04-17 19:29:01.842828\n",
      "2022-04-17 19:29:34.957304 ~ 2022-04-17 19:31:34.957304\n",
      "2022-04-17 19:32:17.885631 ~ 2022-04-17 19:34:17.885631\n",
      "2022-04-17 19:34:52.846008 ~ 2022-04-17 19:36:52.846008\n",
      "2022-04-17 19:37:25.939456 ~ 2022-04-17 19:39:25.939456\n",
      "2022-04-17 19:40:08.879189 ~ 2022-04-17 19:42:08.879189\n",
      "2022-04-17 19:42:43.929301 ~ 2022-04-17 19:44:43.929301\n",
      "2022-04-17 19:45:16.974618 ~ 2022-04-17 19:47:16.974618\n",
      "2022-04-17 19:47:59.904504 ~ 2022-04-17 19:49:59.904504\n"
     ]
    }
   ],
   "source": [
    "# 解析异常注入实验数据\n",
    "fault_type_map = {'normal': 0, 'cpu_load': 1, 'network_delay': 2, 'network_loss': 3}\n",
    "fault_intervals = []\n",
    "label_list = []\n",
    "target_list = []\n",
    "for filename, faults_list in fault_info_map.items():\n",
    "    info_list = faults_list['faults']\n",
    "    for info in info_list:\n",
    "        start = info['start']\n",
    "        end = start + info['duration']\n",
    "        target = info['name']\n",
    "        fault_type = info['fault']\n",
    "        fault_intervals.append((start+28800, end+28800))\n",
    "        label_list.append(fault_type_map[fault_type])\n",
    "        target_list.append(target[14:-2])\n",
    "\n",
    "fault_intervals.sort(key=lambda x: x[0])\n",
    "\n",
    "for interval in fault_intervals:\n",
    "    st = datetime.fromtimestamp(interval[0])\n",
    "    ed = datetime.fromtimestamp(interval[1])\n",
    "    print(st, \"~\", ed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "79b8eb82-9980-41fe-873f-8e6f02638c99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#normal: 9209\n",
      "#abnormal: 1231\n",
      "#total: 10440\n"
     ]
    }
   ],
   "source": [
    "# 微调图结构，并构建数据集\n",
    "fault_dataset = []\n",
    "num_abnormal = 0\n",
    "\n",
    "for i, trace in enumerate(traces):\n",
    "    mt = metainfos[i]\n",
    "    \n",
    "    start_time = datetime.strptime(mt['start_time'], \"%Y-%m-%d %H:%M:%S\").timestamp()\n",
    "    duration = float(mt['duration'][:-3]) / 1000\n",
    "    end_time = start_time + duration\n",
    "    \n",
    "    endpoint = mt['endpoint']\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    \n",
    "    _, graph = construct_graph(trace, directed=True)\n",
    "    feature = graph[0]\n",
    "    edge = graph[1]\n",
    "    idx_node_map = graph[2]\n",
    "    node_list = [v.split(':')[0] for v in idx_node_map.values()]\n",
    "    \n",
    "    # 微调feature\n",
    "    if compare_edges(edge, target_edge) > 0:\n",
    "        diff_pairs = get_diff_node_pairs(edge, target_edge)\n",
    "        for p1, p2 in diff_pairs.items():\n",
    "            feature[[p1,p2],:] = feature[[p2,p1],:]\n",
    "    \n",
    "    fault_type = 0\n",
    "    root_cause = \"\"\n",
    "    for j, interval in enumerate(fault_intervals):\n",
    "        if start_time > interval[1]:\n",
    "            continue\n",
    "        if end_time < interval[0]:\n",
    "            break\n",
    "        fault_type = label_list[j]\n",
    "        root_cause = target_list[j]\n",
    "        break\n",
    "    \n",
    "    is_abnormal = 0\n",
    "    for node in node_list:\n",
    "        if node == root_cause:\n",
    "            is_abnormal = 1\n",
    "            num_abnormal += 1\n",
    "            break\n",
    "    \n",
    "    mt['fault_type'] = fault_type\n",
    "    mt['root_cause'] = root_cause\n",
    "    mt['is_abnormal'] = is_abnormal\n",
    "    \n",
    "    fault_dataset.append((feature, mt))\n",
    "\n",
    "print(\"#normal:\", len(fault_dataset) - num_abnormal)\n",
    "print(\"#abnormal:\", num_abnormal)\n",
    "print(\"#total:\", len(fault_dataset))\n",
    "fault_dataset = sorted(fault_dataset, key=lambda x: x[1]['start_time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5dc0354-760f-456b-a18a-e63abaced405",
   "metadata": {},
   "source": [
    "# 标注数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "39c93b2f-745a-4438-863d-4dac2faa6fa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "removed_endpoints = [\n",
    "    'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET',\n",
    "    'http://localhost:8080/api/user/register POST',\n",
    "    'http://localhost:8080/api/user/login POST'\n",
    "]\n",
    "for endpoint in removed_endpoints:\n",
    "    endpoint_node_map.pop(endpoint)\n",
    "    endpoint_edge_map.pop(endpoint)\n",
    "final_dataset = {\n",
    "    'normal': {},\n",
    "    'abnormal': {},\n",
    "    'label': {},\n",
    "    'rc': {},\n",
    "    'endpoints': sorted(list(endpoint_node_map.keys())),\n",
    "    'endpoint_node_map': endpoint_node_map,\n",
    "    'endpoint_edge_map': endpoint_edge_map\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6bf8a75c-2561-4841-abc7-34dfc031bd63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'http://localhost:8080/api/post/compose POST': 11, 'http://localhost:8080/api/user/follow POST': 0, 'http://localhost:8080/api/user/get_followee GET': 0, 'http://localhost:8080/api/user/get_follower GET': 0, 'http://localhost:8080/api/user/unfollow POST': 0}\n"
     ]
    }
   ],
   "source": [
    "endpoint_nginx_idx_map = {}\n",
    "for endpoint in final_dataset['endpoints']:\n",
    "    endpoint_nginx_idx_map[endpoint] = 0\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    for idx, node_name in node_map.items():\n",
    "        if 'nginx-web-server' in node_name:\n",
    "            endpoint_nginx_idx_map[endpoint] = idx\n",
    "            break\n",
    "print(endpoint_nginx_idx_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "716cce25-7ef9-4a95-a8d5-7e595829783f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 收集normal和abnormal数据\n",
    "temp_normal_endpoint_feat_map = {}\n",
    "temp_abnormal_endpoint_feat_map = {}\n",
    "\n",
    "for endpoint in final_dataset['endpoints']:\n",
    "    node_num = len(endpoint_node_map[endpoint])\n",
    "    \n",
    "    temp_feat_list = []\n",
    "    for feat, mt in dataset:\n",
    "        if endpoint != mt['endpoint']:\n",
    "            continue\n",
    "        #print(feat.shape) # (N_i, F)\n",
    "        assert feat.shape[0] == node_num\n",
    "        temp_feat_list.append(feat)\n",
    "        \n",
    "    temp_normal_endpoint_feat_map[endpoint] = np.stack(temp_feat_list, axis=0) # (T_i, N_i, F)\n",
    "    \n",
    "    temp_feat_list = []\n",
    "    for feat, mt in fault_dataset:\n",
    "        if endpoint != mt['endpoint']:\n",
    "            continue\n",
    "        #print(feat.shape) # (N_i, F)\n",
    "        assert feat.shape[0] == node_num\n",
    "        temp_feat_list.append(feat)\n",
    "        \n",
    "    temp_abnormal_endpoint_feat_map[endpoint] = np.stack(temp_feat_list, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "54e2d4db-2bd3-4f58-8d18-65c39e0835e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_endpoint(temp_normal_endpoint_feat_map, endpoint_node_map, 'http://localhost:8080/api/user/follow POST')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "042fc478-ba78-449a-9546-41d319bf49dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# normal data\n",
    "sms = 0.1\n",
    "for endpoint, feat in temp_normal_endpoint_feat_map.items():\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    nginx_node_idx = endpoint_nginx_idx_map[endpoint]\n",
    "    mean_val = np.mean(feat[:, :, 0], axis=0) # (N_i,)\n",
    "    \n",
    "    for i in range(feat.shape[0]):\n",
    "        for j in range(len(node_map)):\n",
    "            # nginx-web-server\n",
    "            if j == nginx_node_idx:\n",
    "                feat[i][nginx_node_idx][0] = 250 + random.random() * 50\n",
    "            # smooth normal data\n",
    "            else:\n",
    "                last_val = feat[i-1][j][0]\n",
    "                val = feat[i][j][0]\n",
    "                if val < (1-sms)*last_val or val > (1+sms)*last_val:\n",
    "                    feat[i][j][0] = mean_val[j] * (0.9 + 0.2*random.random())     # TODO\n",
    "    final_dataset['normal'][endpoint] = feat[1:].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7ee9aea7-c777-4f8a-bb55-4e8c69caef43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_endpoint(final_dataset['normal'], endpoint_node_map, final_dataset['endpoints'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ec20a00e-646c-4a03-81bd-61c3a0126616",
   "metadata": {},
   "outputs": [],
   "source": [
    "# abnormal data\n",
    "sms = 0.1\n",
    "window_size = 18\n",
    "for endpoint, feat in temp_abnormal_endpoint_feat_map.items():\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    nginx_node_idx = endpoint_nginx_idx_map[endpoint]\n",
    "    mean_val = np.mean(feat[:, :, 0], axis=0) # (N_i,)\n",
    "    \n",
    "    for i in range(1, feat.shape[0]):\n",
    "        for j in range(len(node_map)):\n",
    "            # nginx-web-server\n",
    "            if j == nginx_node_idx:\n",
    "                feat[i][nginx_node_idx][0] = 250 + random.random() * 50     # TODO\n",
    "            # smooth normal data\n",
    "            else:\n",
    "                last_val = feat[i-1][j][0]\n",
    "                val = feat[i][j][0]\n",
    "                if val < (1-sms)*last_val or val > (1+sms)*last_val:\n",
    "                    feat[i][j][0] = mean_val[j] * (0.95 + 0.1*random.random())    # TODO\n",
    "    \n",
    "    # generate abnormal data\n",
    "    T_i = feat.shape[0]\n",
    "    abnormal_idx_list = []\n",
    "    last_idx = 0\n",
    "    while last_idx < T_i:\n",
    "        idx = last_idx + window_size + random.randint(20, 60)            # TODO\n",
    "        if idx < T_i:\n",
    "            abnormal_idx_list.append(idx)\n",
    "        last_idx = idx\n",
    "    label = [0] * T_i\n",
    "    rc = [-1] * T_i\n",
    "    for idx in abnormal_idx_list:\n",
    "        abnormal_node_idx = random.randint(0, len(node_map)-1)\n",
    "        label[idx] = 1\n",
    "        rc[idx] = abnormal_node_idx\n",
    "        \n",
    "        val = feat[idx][abnormal_node_idx][0]\n",
    "        abnormal_val = val + mean_val[abnormal_node_idx] * (0.2 + 0.1 * random.randint(1, 3))    # TODO\n",
    "        feat[idx][abnormal_node_idx][0] = abnormal_val\n",
    "    \n",
    "    final_dataset['abnormal'][endpoint] = feat[1:].copy()\n",
    "    final_dataset['label'][endpoint] = label[1:]\n",
    "    final_dataset['rc'][endpoint] = rc[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d2f35d2c-e83c-4c93-aa31-ff540a1b6062",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "77 9\n",
      "128 0\n",
      "172 3\n",
      "222 2\n",
      "291 7\n",
      "340 1\n",
      "394 9\n",
      "434 7\n",
      "488 8\n",
      "556 7\n",
      "594 9\n",
      "652 5\n",
      "690 7\n",
      "766 1\n",
      "829 2\n",
      "885 2\n",
      "935 5\n",
      "995 6\n",
      "1038 3\n",
      "1085 0\n",
      "1163 3\n",
      "1205 4\n",
      "22\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "endpoint = 'http://localhost:8080/api/user/follow POST'\n",
    "ss = 0\n",
    "for i in range(len(final_dataset['label'][endpoint])):\n",
    "    ss += final_dataset['label'][endpoint][i]\n",
    "    if final_dataset['label'][endpoint][i] != 0:\n",
    "        print(i, final_dataset['rc'][endpoint][i])\n",
    "print(ss)\n",
    "plot_endpoint(final_dataset['abnormal'], endpoint_node_map, endpoint, [8])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "932cb8fb-bcb6-4e22-b6f6-9f83bcfbde9e",
   "metadata": {},
   "source": [
    "# 合并保存"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1da77217-222a-49bb-a762-6d0dab8c268c",
   "metadata": {},
   "source": [
    "dataset += fault_dataset # N = 24113\n",
    "\n",
    "pkl_name = '../data/sn/sn_trace.pkl'\n",
    "if os.path.exists(pkl_name):\n",
    "    os.remove(pkl_name)\n",
    "\n",
    "with open(pkl_name, 'wb') as f:\n",
    "    pickle.dump(dataset, f)\n",
    "    \n",
    "print(\"saved to {}, dataset length: {}\".format(pkl_name, len(dataset)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2f916690-b3ae-4a95-9715-e4b9d85cdcd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "original file deleted\n",
      "saved to ../data/sn/sn_trace_st.pkl\n"
     ]
    }
   ],
   "source": [
    "pkl_name = '../data/sn/sn_trace_st.pkl'\n",
    "if os.path.exists(pkl_name):\n",
    "    os.remove(pkl_name)\n",
    "    print('original file deleted')\n",
    "\n",
    "with open(pkl_name, 'wb') as f:\n",
    "    pickle.dump(final_dataset, f)\n",
    "    \n",
    "print(\"saved to {}\".format(pkl_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "febae79d-c048-4c21-9680-a7bee5205488",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "01dd313e-ca53-41a5-ae55-f196c8eac493",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../data/sn/sn_trace_st.pkl', 'rb') as f:\n",
    "    new_dataset = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b8f4deef-9c1f-45ac-b33e-ae2f814cc73c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['normal', 'abnormal', 'label', 'rc', 'endpoints', 'endpoint_node_map', 'endpoint_edge_map']\n",
      "endpoint_name                                      | feat.shape      | ab_feat.shape   | abnormal percentage\n",
      "http://localhost:8080/api/post/compose POST        | (1511, 28, 5)   | (1018, 28, 5)   | 1.6699%\n",
      "http://localhost:8080/api/user/follow POST         | (1555, 10, 5)   | (1216, 10, 5)   | 1.8092%\n",
      "http://localhost:8080/api/user/get_followee GET    | (1503, 5, 5)    | (1183, 5, 5)    | 1.6061%\n",
      "http://localhost:8080/api/user/get_follower GET    | (1551, 5, 5)    | (1196, 5, 5)    | 1.6722%\n",
      "http://localhost:8080/api/user/unfollow POST       | (1535, 10, 5)   | (1123, 10, 5)   | 1.6919%\n"
     ]
    }
   ],
   "source": [
    "print(list(new_dataset.keys()))\n",
    "print('{0:50} | {1:15} | {2:15} | {3}'.format('endpoint_name', 'feat.shape', 'ab_feat.shape', 'abnormal percentage'))\n",
    "for endpoint in new_dataset['endpoints']:\n",
    "    feat = new_dataset['normal'][endpoint]\n",
    "    ab_feat = new_dataset['abnormal'][endpoint]\n",
    "    ratio = 100 * sum(new_dataset['label'][endpoint]) / len(new_dataset['label'][endpoint])\n",
    "    print('{0:50} | {1:15} | {2:15} | {3:.4f}%'.format(endpoint, str(feat.shape), str(ab_feat.shape), ratio))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e76af81-d482-4c91-b34a-20fcb0e0f8d0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "trace",
   "language": "python",
   "name": "trace"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
